DefNet: A multi-scale dual-encoding fusion network aggregating Transformer and CNN for crack segmentation

Author:

Xiong BingORCID,Hong Rong,Wang JianxinORCID,Li Wei,Zhang Jin,Lv Songtao,Ge Dongdong

Funder

Hunan Provincial Natural Science Foundation

Scientific Research Foundation of Hunan Provincial Education Department

Publisher

Elsevier BV

Reference52 articles.

1. A crack detection algorithm for concrete pavement based on attention mechanism and multi-features fusion;Qu;IEEE Trans. Intell. Transp. Syst.,2021

2. Comparative analysis of image binarization methods for crack identification in concrete structures;Kim;Cem. Concr. Res.,2017

3. Machine learning for crack detection: Review and model performance comparison;Hsieh;J. Comput. Civ. Eng.,2020

4. Structural crack detection using deep convolutional neural networks;Ali;Autom. Constr.,2022

5. A. Vaswani, N. Shazeer, N. Parmar, et al., Attention is all you need, in: 31st International Conference on Neural Information Processing Systems, NIPS, CA, USA, 2017, pp. 6000–6010.

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